Business Intelligence for the Chief Data Officer

Save this PDF as:
 WORD  PNG  TXT  JPG

Size: px
Start display at page:

Download "Business Intelligence for the Chief Data Officer"

Transcription

1 Aug 20, 2014 DAMA - CHICAGO Business Intelligence for the Chief Data Officer Don Soulsby Sandhill Consultants

2 Who we are: Sandhill Consultants Sandhill is a global company servicing the data, process modeling community in its varied needs. Educators & Architects Standards Framework Onsite & Web Based- Training Services Reference Material, Guides Technical Support Don Soulsby Enterprise Architect Practice Leader Data/Process modeler Information Management Product Manager EA, DW, BI, Metadata Consultant Industry Speaker 2

3 The New Cx Executives CDO Chief Data Officer Organizations, Processes Come and Go, Data Persists

4 CDO A chief data officer (CDO) is a corporate officer responsible for enterprise-wide governance and utilisation of information as an asset, via data processing, analysis, data mining information trading and other means. The Chief Data Officer has a significant measure of business responsibility for determining what kinds of information the enterprise will choose to capture, retain and exploit and for what purposes

5 This is your world

6 2013 CDO facts CDO Fact #1 There are over 100 chief data officers (carrying that actual job title) serving in large enterprises today. That s more than double the number we counted in CDO Fact #2 Banking, Government and Insurance are the top 3 industries for Chief Data Officers in that order. However we are now seeing other industries rising. CDO Fact #3 65% of Chief Data Officers are in the United States. 20% are in the UK. There are now CDOs in over a dozen countries. CDO Fact #4 Over 25% Of all Chief Data Officers are in New York or DC. It s a regulatory catalyzed trend at least in the early stages. CDO Fact #5 Over 25% of Chief Data Officers are women. In case you are wondering - that s almost twice as high as for CIOs (13%) 5 Facts About Chief Data Officers, by Mark Raskino Member of the Gartner Blog Network, November 6, 2013

7 Data Governance The act or process of directing, leading and assuring that information is managed effectively as an enterprise resource, including resolving information conflicts, across the enterprise. Larry English

8 Trust and Traceability Do Executives Trust Data or Intuition in Decision-Making? By Bob ViolinoJUN 9, :44pm ET Compliance ALL DATA, Great and Small Doveryay, No Proveryay, Trust yes, but verify."

9 TRUST Firm reliance on the integrity, ability, or character of a person or thing Custody; care. Something committed into the care of another; charge.

10 TRUST in IT context Gatekeeping o etrust, Security, Intrusion detection Stewardship o Ownership vs Information Resource Meaning/Quality Governance o Information Accountability

11 Building TRUST through Food Assurance Public confidence has been shaken in recent times by food scares and associated media sensationalism. In particular this is made us, as both consumers and participants in supply chain, uncertain of who or how to have trust in the food chain. - R.N.Baines & W.P.Davies Royal Agricultural College Cirencester, Glousteshire, UK

12 THIS FISH FROM FIN TO FORK

13 Many to Many Problem Many Sources Many Uses

14 Many to Many Solution Many Sources Many Uses Enterprise Data Warehouse

15 Data Management Maturity Model METADATA OVERSIGHT

16 Information Flow $$ Business IT Information $$ META DATA

17 Business Intelligence Unstructured Applications ERP Data ETL Data Modeling Metadata Data Warehouse Repository Data Mart BI Analytics Analysis Cube Information Delivery

18 DMM Categories, Components Data Management Strategy Data Governance Data Quality Data Operations Platform & Architecture Data Management Strategy Governance Management DQ Strategy Data Requirements Definition Architectural Approach Communications Business Glossary Data Profiling Data Lifecycle Management Architectural Standards Data Management Function Metadata Management DQ Assessment Provider Management Data Management Platform Business Case Data Cleansing Data Integration Funding Historical Data, Archiving

19 Metadata - Information UNDERSTANDIBILITY Synonyms, Homonyms, Artifacts

20 BI for IT Data Collection Data Delivery Metadata Repository

21 Metadata Maturity Model Level 1 Performed metadata documentation is developed, stored and accessible. Level 2 Managed metadata management process defined capture data interdependencies. impact analysis on potential data changes metadata categories, properties, and standards Level 3 Defined metadata management strategy phased implementation plan centralizes metadata management efforts data governance approves change measures and, metrics architecture validation Level 4 Measured integrated metamodel uniform data types and data definitions metadata repository exchange data standards historical measurement of objectives quantitative objectives statistical analysis of processes Level 5 Optimized root cause analysis performance prediction models improvement objectives planned data changes continuous improvement

22 Metadata Management PURPOSE Establish the processes and infrastructure for specifying and extending clear and organized information about the data assets under management, fostering and supporting data sharing, ensuring compliant use of data, improving responsiveness to business changes, and reducing data related risks.

23 Introduction Effective metadata management, and build out of the organization s metadata catalogue facilitates, supports and contributes to achievement of critical data management activities and objectives, such as: Data architecture Data requirements Data lineage Data integration Data provenance Data standards

24 Model Driven Change Management Human Oriented TAXONOMY Business Domain Conceptual Data Model Forward Engineering Logical Data Model Middle Out Model Management Physical Data Model Reverse Engineering Computer Oriented DATABASE Technology Domain

25 Not Just Data DATA PROCESS Business Change Conceptual Data Mode AS IS (?) Conceptual Data Model TO BE Business Dynamics Model Logical Data Model AS IS Logical Data Model TO BE System Dynamics Model Reverse Engineered Physical Model Data Delivery Model Function Dynamics Model Application Database Change

26 Data Lineage Graphical data linage across multiple models Design Layers Data Movement Domains

27 Reporting & Publishing

28 Asset Management Management of an organization's assets, both physical assets, called "tangible", and nonphysical, "intangible" assets. Physical asset management Infrastructure asset management Fixed assets management IT asset management Digital asset management

29 Managing Data as an Asset Asset Lifecycle o Planning o Procurement o Deployment o Management & Maintenance o Disposition Asset Valuation o Capital Cost o Expense o Depreciation o Salvage Value

30 The Rise of Management by the Numbers While glancing out the window Return on Assets = Net Income Total Assets Inventory Turnover = Cost of Sales Avg. Inventory

31 Measurement "You can't manage, what you can't measure. Measure = Observation Standard Enterprise Modelling Set of Standards

32 How Does EM-SOS! Work Corporate Policies Design Standards Design Processes Forms & Reports EM-SOS! Glossaries Design Templates Data Management Life Cycle & Procedures Reusable Object Repository Business Requirements Conceptual Logical Physical Models Databases Apps Development & Operations

33 Metrics & Measurement

34 Social Media - Metadata Study exposes social media sites that delete photographs metadata.

35 Thank You! [shuǐtóu] [bù] [qīngshuǐ] [wěi] [hún] If upstream is dirty, downstream will be muddy Donald J. Soulsby Enterprise Architecture Practice Leader Sandhill Consultants

36 How Sandhill Can Help Product Standards & Best Practices Sandhill EMSOS tm Data Architecture Process Enterprise Modeling Application Architecture People Place Tools & Technologies Sandhill Training Security Architecture Network Architecture

The Role of the BI Competency Center in Maximizing Organizational Performance

The Role of the BI Competency Center in Maximizing Organizational Performance The Role of the BI Competency Center in Maximizing Organizational Performance Gloria J. Miller Dr. Andreas Eckert MaxMetrics GmbH October 16, 2008 Topics The Role of the BI Competency Center Responsibilites

More information

Data Warehouse Overview. Srini Rengarajan

Data Warehouse Overview. Srini Rengarajan Data Warehouse Overview Srini Rengarajan Please mute Your cell! Agenda Data Warehouse Architecture Approaches to build a Data Warehouse Top Down Approach Bottom Up Approach Best Practices Case Example

More information

Enabling Better Business Intelligence and Information Architecture With SAP PowerDesigner Software

Enabling Better Business Intelligence and Information Architecture With SAP PowerDesigner Software SAP Technology Enabling Better Business Intelligence and Information Architecture With SAP PowerDesigner Software Table of Contents 4 Seeing the Big Picture with a 360-Degree View Gaining Efficiencies

More information

Enterprise Data Management

Enterprise Data Management Enterprise Data Management - The Why/How/Who - The business leader s role in data management Maria Villar, Managing Partner Business Data Leadership Introduction Good Data is necessary for all business

More information

Business Data Authority: A data organization for strategic advantage

Business Data Authority: A data organization for strategic advantage Business Data Authority: A data organization for strategic advantage Collibra Data Governance Software Company Reference Customers Business Data Growth and Challenge TREND Exploding volume, velocity and

More information

The Business in Business Intelligence. Bryan Eargle Database Development and Administration IT Services Division

The Business in Business Intelligence. Bryan Eargle Database Development and Administration IT Services Division The Business in Business Intelligence Bryan Eargle Database Development and Administration IT Services Division Defining Business Intelligence (BI) Agenda Goals Identify data assets Transform data and

More information

IPL Service Definition - Master Data Management Service

IPL Service Definition - Master Data Management Service IPL Proposal IPL Service Definition - Master Data Management Service Project: Date: 16th Dec 2014 Issue Number: Issue 1 Customer: Crown Commercial Service Page 1 of 7 IPL Information Processing Limited

More information

Master Data Management. Zahra Mansoori

Master Data Management. Zahra Mansoori Master Data Management Zahra Mansoori 1 1. Preference 2 A critical question arises How do you get from a thousand points of data entry to a single view of the business? We are going to answer this question

More information

Paper DM10 SAS & Clinical Data Repository Karthikeyan Chidambaram

Paper DM10 SAS & Clinical Data Repository Karthikeyan Chidambaram Paper DM10 SAS & Clinical Data Repository Karthikeyan Chidambaram Cognizant Technology Solutions, Newbury Park, CA Clinical Data Repository (CDR) Drug development lifecycle consumes a lot of time, money

More information

Explore the Possibilities

Explore the Possibilities Explore the Possibilities 2013 HR Service Delivery Forum Best Practices in Data Management: Creating a Sustainable and Robust Repository for Reporting and Insights 2013 Towers Watson. All rights reserved.

More information

Three Fundamental Techniques To Maximize the Value of Your Enterprise Data

Three Fundamental Techniques To Maximize the Value of Your Enterprise Data Three Fundamental Techniques To Maximize the Value of Your Enterprise Data Prepared for Talend by: David Loshin Knowledge Integrity, Inc. October, 2010 2010 Knowledge Integrity, Inc. 1 Introduction Organizations

More information

Global Data Management

Global Data Management Global Data Management DAMA conference The Case for the CDO Bert van de Haar Programme Director Global Data Management ING Bank Brussels 24 March 2015 Agenda ABOUT ING BANK DATA MANAGEMENT: KEY TO OUR

More information

Creating the Golden Record

Creating the Golden Record Creating the Golden Record Better Data through Chemistry Donald J. Soulsby metawright.com Agenda The Golden Record Master Data Discovery Integration Quality Master Data Strategy DAMA LinkedIn Group C.

More information

Outline Business Intelligence Roadmap: The Complete Project Lifecycle for Decision-Support Applications

Outline Business Intelligence Roadmap: The Complete Project Lifecycle for Decision-Support Applications Outline Business Intelligence Roadmap: The Complete Project Lifecycle for Decision-Support Applications Introduction to the BI Roadmap Business Intelligence Framework DW role in BI From Chaos to Architecture

More information

Bringing agility to Business Intelligence Metadata as key to Agile Data Warehousing. 1 P a g e. www.analytixds.com

Bringing agility to Business Intelligence Metadata as key to Agile Data Warehousing. 1 P a g e. www.analytixds.com Bringing agility to Business Intelligence Metadata as key to Agile Data Warehousing 1 P a g e Table of Contents What is the key to agility in Data Warehousing?... 3 The need to address requirements completely....

More information

What is Master Data Management and why is it so important? Date: February 2016

What is Master Data Management and why is it so important? Date: February 2016 What is Master Data Management and why is it so important? Date: February 2016 Agenda Introductions KPMG Approach to Master Data Management Panel Discussion Questions from the Audience 2015 KPMG LLP, a

More information

MDM and Data Warehousing Complement Each Other

MDM and Data Warehousing Complement Each Other Master Management MDM and Warehousing Complement Each Other Greater business value from both 2011 IBM Corporation Executive Summary Master Management (MDM) and Warehousing (DW) complement each other There

More information

Data Governance Center Positioning

Data Governance Center Positioning Data Governance Center Positioning Collibra Capabilities & Positioning Data Governance Council: Governance Operating Model Data Governance Organization Roles & Responsibilities Processes & Workflow Asset

More information

The Big Data Mythology

The Big Data Mythology June 12, 2014 The Big Data Mythology Don Soulsby Sandhill Consultants Who we are: Sandhill Consultants Sandhill is a global company servicing the data, process modeling community in its varied needs. Educators

More information

Washington State s Use of the IBM Data Governance Unified Process Best Practices

Washington State s Use of the IBM Data Governance Unified Process Best Practices STATS-DC 2012 Data Conference July 12, 2012 Washington State s Use of the IBM Data Governance Unified Process Best Practices Bill Huennekens Washington State Office of Superintendent of Public Instruction,

More information

A Holistic Framework for Enterprise Data Management DAMA NCR

A Holistic Framework for Enterprise Data Management DAMA NCR A Holistic Framework for Enterprise Data Management DAMA NCR Deborah L. Brooks March 13, 2007 Agenda What is Enterprise Data Management? Why an EDM Framework? EDM High-Level Framework EDM Framework Components

More information

Enabling Better Business Intelligence and Information Architecture With SAP Sybase PowerDesigner Software

Enabling Better Business Intelligence and Information Architecture With SAP Sybase PowerDesigner Software SAP Technology Enabling Better Business Intelligence and Information Architecture With SAP Sybase PowerDesigner Software Table of Contents 4 Seeing the Big Picture with a 360-Degree View Gaining Efficiencies

More information

Reliable Business Data Implementing A Successful Data Governance Strategy with Enterprise Modeling Standards

Reliable Business Data Implementing A Successful Data Governance Strategy with Enterprise Modeling Standards Reliable Business Data Implementing A Successful Data Governance Strategy with Enterprise Modeling Standards All Rights Reserved Welcome! Let Me Introduce Myself Marcie Barkin Goodwin President & CEO Axis

More information

UNCLASSIFIED UNCLASSIFIED

UNCLASSIFIED UNCLASSIFIED UNCLASSIFIED Navy Cyber Defense Operations Command UNCLASSIFIED Cyber Warriors Ever Vigilant How Fannie Mae Leverages Data Quality to Improve the Business April 23, 2015 Speaker: James Barrett Federal

More information

Business Intelligence

Business Intelligence 1 3 Business Intelligence Support Services Service Definition BUSINESS INTELLIGENCE SUPPORT SERVICES Service Description The Business Intelligence Support Services are part of the Cognizant Information

More information

Managing Data as a Strategic Asset: How is that Accomplished? Tuesday, April 28, 2015

Managing Data as a Strategic Asset: How is that Accomplished? Tuesday, April 28, 2015 Managing Data as a Strategic Asset: How is that Accomplished? Tuesday, April 28, 2015 Data Management Practices Hierarchy You can accomplish Advanced Data Practices without becoming proficient in the Foundational

More information

EIM Strategy & Data Governance

EIM Strategy & Data Governance EIM Strategy & Data Governance August 2008 Any Information management program must utilize a framework and guiding principles to leverage the Enterprise BI Environment Mission: Provide reliable, timely,

More information

DAMA-DMBOK Functional Framework

DAMA-DMBOK Functional Framework DAMA-DMBOK Functional Framework Version 3.02 Mark Mosley September 10, 2008 2008 DAMA International All Rights Reserved Table of Contents Table of Contents... 1 About This Document... 1 Revision History...

More information

Trends In Data Quality And Business Process Alignment

Trends In Data Quality And Business Process Alignment A Custom Technology Adoption Profile Commissioned by Trillium Software November, 2011 Introduction Enterprise organizations indicate that they place significant importance on data quality and make a strong

More information

Practical meta data solutions for the large data warehouse

Practical meta data solutions for the large data warehouse K N I G H T S B R I D G E Practical meta data solutions for the large data warehouse PERFORMANCE that empowers August 21, 2002 ACS Boston National Meeting Chemical Information Division www.knightsbridge.com

More information

Improving your Data Warehouse s IQ

Improving your Data Warehouse s IQ Improving your Data Warehouse s IQ Derek Strauss Gavroshe USA, Inc. Outline Data quality for second generation data warehouses DQ tool functionality categories and the data quality process Data model types

More information

Data Ownership and Enterprise Data Management: Implementing a Data Management Strategy (Part 3)

Data Ownership and Enterprise Data Management: Implementing a Data Management Strategy (Part 3) A DataFlux White Paper Prepared by: Mike Ferguson Data Ownership and Enterprise Data Management: Implementing a Data Management Strategy (Part 3) Leader in Data Quality and Data Integration www.flux.com

More information

Enterprise Data Management for SAP. Gaining competitive advantage with holistic enterprise data management across the data lifecycle

Enterprise Data Management for SAP. Gaining competitive advantage with holistic enterprise data management across the data lifecycle Enterprise Data Management for SAP Gaining competitive advantage with holistic enterprise data management across the data lifecycle By having industry data management best practices, from strategy through

More information

US Department of Education Federal Student Aid Integration Leadership Support Contractor January 25, 2007

US Department of Education Federal Student Aid Integration Leadership Support Contractor January 25, 2007 US Department of Education Federal Student Aid Integration Leadership Support Contractor January 25, 2007 Task 18 - Enterprise Data Management 18.002 Enterprise Data Management Concept of Operations i

More information

The Business Value of Predictive Analytics

The Business Value of Predictive Analytics The Business Value of Predictive Analytics Alys Woodward Program Manager, European Business Analytics, Collaboration and Social Solutions, IDC London, UK 15 November 2011 Copyright IDC. Reproduction is

More information

What s New with Informatica Data Services & PowerCenter Data Virtualization Edition

What s New with Informatica Data Services & PowerCenter Data Virtualization Edition 1 What s New with Informatica Data Services & PowerCenter Data Virtualization Edition Kevin Brady, Integration Team Lead Bonneville Power Wei Zheng, Product Management Informatica Ash Parikh, Product Marketing

More information

Integrating Netezza into your existing IT landscape

Integrating Netezza into your existing IT landscape Marco Lehmann Technical Sales Professional Integrating Netezza into your existing IT landscape 2011 IBM Corporation Agenda How to integrate your existing data into Netezza appliance? 4 Steps for creating

More information

Information Quality for Business Intelligence. Projects

Information Quality for Business Intelligence. Projects Information Quality for Business Intelligence Projects Earl Hadden Intelligent Commerce Network LLC Objectives of this presentation Understand Information Quality Problems on BI/DW Projects Define Strategic

More information

Federal Enterprise Architecture and Service-Oriented Architecture

Federal Enterprise Architecture and Service-Oriented Architecture Federal Enterprise Architecture and Service-Oriented Architecture Concepts and Synergies Melvin Greer Chief Strategist, SOA / Cloud Computing Certified Enterprise Architect Copyright August 19, 2010 2010

More information

Data Migration through an Information Development Approach An Executive Overview

Data Migration through an Information Development Approach An Executive Overview Data Migration through an Approach An Executive Overview Introducing MIKE2.0 An Open Source Methodology for http://www.openmethodology.org Management and Technology Consultants Data Migration through an

More information

BUSINESSOBJECTS DATA INTEGRATOR

BUSINESSOBJECTS DATA INTEGRATOR PRODUCTS BUSINESSOBJECTS DATA INTEGRATOR IT Benefits Correlate and integrate data from any source Efficiently design a bulletproof data integration process Accelerate time to market Move data in real time

More information

DATA GOVERNANCE AND DATA QUALITY

DATA GOVERNANCE AND DATA QUALITY DATA GOVERNANCE AND DATA QUALITY Kevin Lewis Partner Enterprise Management COE Barb Swartz Account Manager Teradata Government Systems Objectives of the Presentation Show that Governance and Quality are

More information

Data Governance 8 Steps to Success

Data Governance 8 Steps to Success Data Governance 8 Steps to Success Anne Marie Smith, Ph.D. Principal Consultant Asmith @ alabamayankeesystems.com http://www.alabamayankeesystems.com 1 Instructor Background Internationally recognized

More information

Knowledgent White Paper Series. Developing an MDM Strategy WHITE PAPER. Key Components for Success

Knowledgent White Paper Series. Developing an MDM Strategy WHITE PAPER. Key Components for Success Developing an MDM Strategy Key Components for Success WHITE PAPER Table of Contents Introduction... 2 Process Considerations... 3 Architecture Considerations... 5 Conclusion... 9 About Knowledgent... 10

More information

Enterprise Data Governance

Enterprise Data Governance Enterprise Aligning Quality With Your Program Presented by: Mark Allen Sr. Consultant, Enterprise WellPoint, Inc. (mark.allen@wellpoint.com) 1 Introduction: Mark Allen is a senior consultant and enterprise

More information

Data Management Roadmap

Data Management Roadmap Data Management Roadmap A progressive approach towards building an Information Architecture strategy 1 Business and IT Drivers q Support for business agility and innovation q Faster time to market Improve

More information

Accelerating the path to SAP BW powered by SAP HANA

Accelerating the path to SAP BW powered by SAP HANA Ag BW on SAP HANA Unleash the power of imagination Dramatically improve your decision-making ability, reduce risk and lower your costs, Accelerating the path to SAP BW powered by SAP HANA Hardware Software

More information

Master Data Management Architecture

Master Data Management Architecture Master Data Management Architecture Version Draft 1.0 TRIM file number - Short description Relevant to Authority Responsible officer Responsible office Date introduced April 2012 Date(s) modified Describes

More information

Master Your Data and Your Business Using Informatica MDM. Ravi Shankar Sr. Director, MDM Product Marketing

Master Your Data and Your Business Using Informatica MDM. Ravi Shankar Sr. Director, MDM Product Marketing Master Your and Your Business Using Informatica MDM Ravi Shankar Sr. Director, MDM Product Marketing 1 Driven Enterprise Timely Trusted Relevant 2 Agenda Critical Business Imperatives Addressed by MDM

More information

White Paper Software Quality Management

White Paper Software Quality Management White Paper What is it and how can it be achieved? Successfully driving business value from software quality management is imperative for many large organizations today. Historically, many Quality Assurance

More information

Turning Data into Knowledge: Creating and Implementing a Meta Data Strategy

Turning Data into Knowledge: Creating and Implementing a Meta Data Strategy EWSolutions Turning Data into Knowledge: Creating and Implementing a Meta Data Strategy Anne Marie Smith, Ph.D. Director of Education, Principal Consultant amsmith@ewsolutions.com PG 392 2004 Enterprise

More information

Enterprise Information Management Capability Maturity Survey for Higher Education Institutions

Enterprise Information Management Capability Maturity Survey for Higher Education Institutions Enterprise Information Management Capability Maturity Survey for Higher Education Institutions Dr. Hébert Díaz-Flores Chief Technology Architect University of California, Berkeley August, 2007 Instructions

More information

JOURNAL OF OBJECT TECHNOLOGY

JOURNAL OF OBJECT TECHNOLOGY JOURNAL OF OBJECT TECHNOLOGY Online at www.jot.fm. Published by ETH Zurich, Chair of Software Engineering JOT, 2008 Vol. 7, No. 8, November-December 2008 What s Your Information Agenda? Mahesh H. Dodani,

More information

Information Governance Workshop. David Zanotta, Ph.D. Vice President, Global Data Management & Governance - PMO

Information Governance Workshop. David Zanotta, Ph.D. Vice President, Global Data Management & Governance - PMO Information Governance Workshop David Zanotta, Ph.D. Vice President, Global Data Management & Governance - PMO Recognition of Information Governance in Industry Research firms have begun to recognize the

More information

The role of Information Governance in an Enterprise Architecture Framework

The role of Information Governance in an Enterprise Architecture Framework The role of Information Governance in an Enterprise Architecture Framework Richard Jeffrey-Cook, MBCS, CITP, FIRMS Head of Information and Records Management In-Form Consult Ltd, Cardinal Point Park Road,

More information

USING TAXONOMIES AS MASTER REFERENCE METADATA FOR THE ENTERPRISE

USING TAXONOMIES AS MASTER REFERENCE METADATA FOR THE ENTERPRISE USING TAXONOMIES AS MASTER REFERENCE METADATA FOR THE ENTERPRISE April 11, 2012 Jeannine Bartlett Chief Solutions Architect, Earley & Associates Data Management Association San Francisco Chapter (SF DAMA

More information

BIG DATA COURSE 1 DATA QUALITY STRATEGIES - CUSTOMIZED TRAINING OUTLINE. Prepared by:

BIG DATA COURSE 1 DATA QUALITY STRATEGIES - CUSTOMIZED TRAINING OUTLINE. Prepared by: BIG DATA COURSE 1 DATA QUALITY STRATEGIES - CUSTOMIZED TRAINING OUTLINE Cerulium Corporation has provided quality education and consulting expertise for over six years. We offer customized solutions to

More information

Enterprise Solutions. Data Warehouse & Business Intelligence Chapter-8

Enterprise Solutions. Data Warehouse & Business Intelligence Chapter-8 Enterprise Solutions Data Warehouse & Business Intelligence Chapter-8 Learning Objectives Concepts of Data Warehouse Business Intelligence, Analytics & Big Data Tools for DWH & BI Concepts of Data Warehouse

More information

SANJEEV GOEL Freelance Trainer. IT Telecom Management Soft Skills

SANJEEV GOEL Freelance Trainer. IT Telecom Management Soft Skills TRAINING COURSES & WORKSHOPS - INFORMATION TECHNOLOGY ( IT ) CORPORATE IT STRATEGIES e-businss STRATEGIES MASTER DATA MANAGEMENT ( MDM ) BUSINESS INTELLIGENCE ( DATA WAREHOUSING & MINING ) IT AUDITING

More information

Operationalizing Data Governance through Data Policy Management

Operationalizing Data Governance through Data Policy Management Operationalizing Data Governance through Data Policy Management Prepared for alido by: David Loshin nowledge Integrity, Inc. June, 2010 2010 nowledge Integrity, Inc. Page 1 Introduction The increasing

More information

Data Governance. Unlocking Value and Controlling Risk. Data Governance. www.mindyourprivacy.com

Data Governance. Unlocking Value and Controlling Risk. Data Governance. www.mindyourprivacy.com Data Governance Unlocking Value and Controlling Risk 1 White Paper Data Governance Table of contents Introduction... 3 Data Governance Program Goals in light of Privacy... 4 Data Governance Program Pillars...

More information

Enable Business Agility and Speed Empower your business with proven multidomain master data management (MDM)

Enable Business Agility and Speed Empower your business with proven multidomain master data management (MDM) Enable Business Agility and Speed Empower your business with proven multidomain master data management (MDM) Customer Viewpoint By leveraging a well-thoughtout MDM strategy, we have been able to strengthen

More information

Why Data Governance - 1 -

Why Data Governance - 1 - Data Governance Why Data Governance - 1 - Industry: Lack of Data Governance is a Key Issue Faced During Projects As projects address process improvements, they encounter unidentified data processes that

More information

The Relationship Between Information Governance, Data Governance, and Big Data. Richard Kessler November 2015

The Relationship Between Information Governance, Data Governance, and Big Data. Richard Kessler November 2015 The Relationship Between Information Governance, Data Governance, and Big Data Richard Kessler November 2015 Definitions and Interpretations Data Governance "The exercise of authority and control over

More information

Industry Models and Information Server

Industry Models and Information Server 1 September 2013 Industry Models and Information Server Data Models, Metadata Management and Data Governance Gary Thompson (gary.n.thompson@ie.ibm.com ) Information Management Disclaimer. All rights reserved.

More information

Business Intelligence and Analytics: Leveraging Information for Value Creation and Competitive Advantage

Business Intelligence and Analytics: Leveraging Information for Value Creation and Competitive Advantage PRACTICES REPORT BEST PRACTICES SURVEY: AGGREGATE FINDINGS REPORT Business Intelligence and Analytics: Leveraging Information for Value Creation and Competitive Advantage April 2007 Table of Contents Program

More information

Is the CDO really the Chief Requirements Officer?

Is the CDO really the Chief Requirements Officer? Is the CDO really the Chief Requirements Officer? MIT Chief Data Officer & Information Quality Symposium July 2014 Is the CDO Really the Chief Requirements Officer 2 The Framework Questions Who should

More information

CONCEPTUALIZING BUSINESS INTELLIGENCE ARCHITECTURE MOHAMMAD SHARIAT, Florida A&M University ROSCOE HIGHTOWER, JR., Florida A&M University

CONCEPTUALIZING BUSINESS INTELLIGENCE ARCHITECTURE MOHAMMAD SHARIAT, Florida A&M University ROSCOE HIGHTOWER, JR., Florida A&M University CONCEPTUALIZING BUSINESS INTELLIGENCE ARCHITECTURE MOHAMMAD SHARIAT, Florida A&M University ROSCOE HIGHTOWER, JR., Florida A&M University Given today s business environment, at times a corporate executive

More information

Master Data Management and Data Warehousing. Zahra Mansoori

Master Data Management and Data Warehousing. Zahra Mansoori Master Data Management and Data Warehousing Zahra Mansoori 1 1. Preference 2 IT landscape growth IT landscapes have grown into complex arrays of different systems, applications, and technologies over the

More information

Enterprise Data Governance

Enterprise Data Governance DATA GOVERNANCE Enterprise Data Governance Strategies and Approaches for Implementing a Multi-Domain Data Governance Model Mark Allen Sr. Consultant, Enterprise Data Governance WellPoint, Inc. 1 Introduction:

More information

Oracle Business Intelligence Enterprise Edition (OBIEE) Presented by: Rapidflow Apps Inc.

Oracle Business Intelligence Enterprise Edition (OBIEE) Presented by: Rapidflow Apps Inc. Oracle Business Intelligence Enterprise Edition (OBIEE) Presented by: Rapidflow Apps Inc. Agenda Overview Gartner Magic Quadrant for BI Platform Rapidflow Business Intelligence (BI) Solutions Oracle OBIEE

More information

Importance of Data Governance. Vincent Deeney Solutions Architect iway Software

Importance of Data Governance. Vincent Deeney Solutions Architect iway Software Importance of Data Governance Vincent Deeney Solutions Architect iway Software Some Puzzles Which way is this guy looking? Copyright 2007, Information Builders. Slide 2 Some Puzzles Copyright 2007, Information

More information

Data warehouse development

Data warehouse development Data warehouse developer Role brief Directorate Base location Reports to Responsible for Operations and governance Bristol Data warehouse and BI specialist Data warehouse development 1. Background This

More information

Presentation at 2006 DAMA / Wilshire Metadata Conference. John R. Friedrich, II, PhD Friedrich@metaintegration.net

Presentation at 2006 DAMA / Wilshire Metadata Conference. John R. Friedrich, II, PhD Friedrich@metaintegration.net Metadata Management Best Practices and Lessons Learned Presentation at 2006 DAMA / Wilshire Metadata Conference Denver, CO John R. Friedrich, II, PhD Friedrich@metaintegration.net Slide 1 of??? Outline

More information

BUSINESSOBJECTS DATA INTEGRATOR

BUSINESSOBJECTS DATA INTEGRATOR PRODUCTS BUSINESSOBJECTS DATA INTEGRATOR IT Benefits Correlate and integrate data from any source Efficiently design a bulletproof data integration process Improve data quality Move data in real time and

More information

Fundamentals of Information Governance:

Fundamentals of Information Governance: Fundamentals of Information Governance: More than just records management PETER KURILECZ CRM CA IGP Hard as I try, I simply cannot make myself understand how Information Governance isn t just a different

More information

Whitepaper Data Governance Roadmap for IT Executives Valeh Nazemoff

Whitepaper Data Governance Roadmap for IT Executives Valeh Nazemoff Whitepaper Data Governance Roadmap for IT Executives Valeh Nazemoff The Challenge IT Executives are challenged with issues around data, compliancy, regulation and making confident decisions on their business

More information

Product to Customer. through MDM. Presented by Luminita Vollmer, MBA, CDMP, CBIP

Product to Customer. through MDM. Presented by Luminita Vollmer, MBA, CDMP, CBIP Product to Customer A Fundamental Change through MDM Presented by Luminita Vollmer, MBA, CDMP, CBIP May 1, 2012 Atlanda, GA EDW 2012 Contents Introduction The Focus of the Presentation Disclaimer The story

More information

Knowledge Base Data Warehouse Methodology

Knowledge Base Data Warehouse Methodology Knowledge Base Data Warehouse Methodology Knowledge Base's data warehousing services can help the client with all phases of understanding, designing, implementing, and maintaining a data warehouse. This

More information

Data Governance and Management

Data Governance and Management Data Governance and Management Regulated Industries Research Reference Gartner s research to illustrate the ubiquity of the data quality challenge. $100M+ $50M+ $10M+ $5M+ Don't Know Estimated annual costs

More information

Request for Information Page 1 of 9 Data Management Applications & Services

Request for Information Page 1 of 9 Data Management Applications & Services Request for Information Page 1 of 9 Data Management Implementation Analysis and Recommendations About MD Anderson M. D. Anderson is a component of the University of Texas System and was created by the

More information

Operational Excellence for Data Quality

Operational Excellence for Data Quality Operational Excellence for Data Quality Building a platform for operational excellence to support data quality. 1 Background & Premise The concept for an operational platform to ensure Data Quality is

More information

Self-Service in the world of Data Integration

Self-Service in the world of Data Integration Self-Service in the world of Data Integration April 2011 San Francisco DAMA Meeting Diby Malakar Director Product Management 1 Agenda Introduction Business Problem Lean and Agile Data Integration Self-Service

More information

Data warehouse and Business Intelligence Collateral

Data warehouse and Business Intelligence Collateral Data warehouse and Business Intelligence Collateral Page 1 of 12 DATA WAREHOUSE AND BUSINESS INTELLIGENCE COLLATERAL Brains for the corporate brawn: In the current scenario of the business world, the competition

More information

Information Governance and Data Quality

Information Governance and Data Quality Stefano Mino EU Sales Leader InfoSphere Information Integration stefano.mino@it.ibm.com Information Governance and Data Quality 2012 IBM Corporation Most organizations continue to struggle about Data Increasing

More information

3. Provide the capacity to analyse and report on priority business questions within the scope of the master datasets;

3. Provide the capacity to analyse and report on priority business questions within the scope of the master datasets; Business Intelligence Policy Version Information A. Introduction Purpose Business Intelligence refers to the practice of connecting facts, objects, people and processes of interest to an organisation in

More information

SOA Adoption Challenges

SOA Adoption Challenges Introduction Raju Alluri SOA adoption is evolutionary rather than revolutionary. It is a journey and not an end state. There are many challenges in the SOA journey. First and foremost, the challenge is

More information

DATA GOVERNANCE AND INSTITUTIONAL BUSINESS INTELLIGENCE WORKSHOP

DATA GOVERNANCE AND INSTITUTIONAL BUSINESS INTELLIGENCE WORKSHOP NERCOM, Wesleyan University DATA GOVERNANCE AND INSTITUTIONAL BUSINESS INTELLIGENCE WORKSHOP ORA FISH, EXECUTIVE DIRECTOR PROGRAM SERVICES OFFICE NEW YORK UNIVERSITY Data Governance Personal Journey Two

More information

Enterprise Data Quality Dashboards and Alerts: Holistic Data Quality

Enterprise Data Quality Dashboards and Alerts: Holistic Data Quality Enterprise Data Quality Dashboards and Alerts: Holistic Data Quality Jay Zaidi Bonnie O Neil (Fannie Mae) Data Governance Winter Conference Ft. Lauderdale, Florida November 16-18, 2011 Agenda 1 Introduction

More information

Creating a Business Intelligence Competency Center to Accelerate Healthcare Performance Improvement

Creating a Business Intelligence Competency Center to Accelerate Healthcare Performance Improvement Creating a Business Intelligence Competency Center to Accelerate Healthcare Performance Improvement Bruce Eckert, National Practice Director, Advisory Group Ramesh Sakiri, Executive Consultant, Healthcare

More information

Simplify Complex Architectures and See the Potential Impact of New Technologies

Simplify Complex Architectures and See the Potential Impact of New Technologies SAP Brief SAP Technology SAP PowerDesigner Objectives Simplify Complex Architectures and See the Potential Impact of New Technologies Empower data, information, and enterprise architects Empower data,

More information

CA Repository for Distributed. Systems r2.3. Benefits. Overview. The CA Advantage

CA Repository for Distributed. Systems r2.3. Benefits. Overview. The CA Advantage PRODUCT BRIEF: CA REPOSITORY FOR DISTRIBUTED SYSTEMS r2.3 CA Repository for Distributed Systems r2.3 CA REPOSITORY FOR DISTRIBUTED SYSTEMS IS A POWERFUL METADATA MANAGEMENT TOOL THAT HELPS ORGANIZATIONS

More information

AV-20 Best Practices for Effective Document and Knowledge Management

AV-20 Best Practices for Effective Document and Knowledge Management Slide 1 AV-20 Best Practices for Effective Document and Knowledge Management Douglas J. Vargo Vice President, Information Management Practice 2013 Invensys. All Rights Reserved. The names, logos, and taglines

More information

Data Governance: proven steps to transform Information into an Asset

Data Governance: proven steps to transform Information into an Asset Data Governance: proven steps to transform Information into an Asset Apple Maps vs Google Maps Source: http://www.tomshardware.com/picturestory/607-ios-maps-fail.html Bad business because of data Make

More information

3. How to develop the Information Management Strategy that prevents wasting your SOA investment.

3. How to develop the Information Management Strategy that prevents wasting your SOA investment. Linda Kresl, BI Manager, Mentor Graphics MIT IQ Symposium, July 17-19, 2008 Boston, MA. Welcome! 1 Quality Information as a Service for SOA 1. How to relate the Service Component to your business entities.

More information

Integrate and Deliver Trusted Data and Enable Deep Insights

Integrate and Deliver Trusted Data and Enable Deep Insights SAP Technical Brief SAP s for Enterprise Information Management SAP Data Services Objectives Integrate and Deliver Trusted Data and Enable Deep Insights Provide a wide-ranging view of enterprise information

More information

Information Management & Data Governance

Information Management & Data Governance Data governance is a means to define the policies, standards, and data management services to be employed by the organization. Information Management & Data Governance OVERVIEW A thorough Data Governance

More information

IRMAC SAS INFORMATION MANAGEMENT, TRANSFORMING AN ANALYTICS CULTURE. Copyright 2012, SAS Institute Inc. All rights reserved.

IRMAC SAS INFORMATION MANAGEMENT, TRANSFORMING AN ANALYTICS CULTURE. Copyright 2012, SAS Institute Inc. All rights reserved. IRMAC SAS INFORMATION MANAGEMENT, TRANSFORMING AN ANALYTICS CULTURE ABOUT THE PRESENTER Marc has been with SAS for 10 years and leads the information management practice for canada. Marc s area of specialty

More information

Data Management Maturity Model. Overview

Data Management Maturity Model. Overview Data Management Maturity Model Overview UPMC Center of Excellence Pittsburgh Jul 29, 2013 Data Management Maturity Model - Background A broad framework encompassing foundational data management capabilities,

More information

OSI Solution Architecture Framework

OSI Solution Architecture Framework OSI Solution Architecture Framework Enterprise Service Center April 2008 California Health and Human Services Agency Revision History REVISION HISTORY REVISION/WORKSITE # DATE OF RELEASE OWNER SUMMARY

More information